{"id":"W2086985250","doi":"10.1186/1741-7015-12-22","title":"Comparison of physician-certified verbal autopsy with computer-coded verbal autopsy for cause of death assignment in hospitalized patients in low- and middle-income countries: systematic review","year":2014,"lang":"en","type":"review","venue":"BMC Medicine","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; National Institutes of Health; International Development Research Centre","keywords":"Medicine; Verbal autopsy; Concordance; Autopsy; Cause of death; Population; Pediatrics; Emergency medicine; Pathology; Internal medicine; Environmental health; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001347465,0.0008146465,0.01152415,0.0004256355,0.00002997164,0.000007713744,0.0003480117,0.0003560537,0.0000131494],"category_scores_gemma":[0.0004207173,0.0005012443,0.0003643279,0.0005186813,0.000239947,0.00006190508,0.0001030105,0.0003832018,0.000001849662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000452294,"about_ca_system_score_gemma":0.0003635502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001451159,"about_ca_topic_score_gemma":0.0000375736,"domain_scores_codex":[0.9937416,0.0003742437,0.003810334,0.0006920745,0.0009106928,0.0004710953],"domain_scores_gemma":[0.9949639,0.0009964096,0.002626757,0.0009762229,0.0002650522,0.0001716467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001691394,0.000390722,0.01157478,0.98551,0.000275457,0.00001406677,0.0003694145,0.000001034267,1.379128e-7,0.0002366891,0.00009159654,0.001366989],"study_design_scores_gemma":[0.006681338,0.002716343,0.004092231,0.977665,0.005132995,0.00001714458,0.00003752175,0.0007500074,0.000004513256,0.00001401757,0.002448543,0.0004403503],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002675126,0.9791284,0.004137181,0.00005554542,0.0002295624,0.01355771,0.00007263799,0.00007204013,0.0000717986],"genre_scores_gemma":[0.01205159,0.9820945,0.003262846,0.0005026376,0.0001578594,0.00124783,0.0004346799,0.0001504402,0.00009756977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01230988,"threshold_uncertainty_score":0.9997439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05616322377620223,"score_gpt":0.3723981311668048,"score_spread":0.3162349073906026,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}